Some oils have distinct flavors, while others are neutral-tasting; you'll be able to taste hemp seed oil, walnut oil, and sesame oil in your final dish, while peanut oil, vegetable oil, or canola oil won't change the flavors in your recipe. However, for foods that require high heat, like steak, using unrefined oil should be the first choice you make.